[KongchangAI]
Expired50% confidenceFactExact time

In vertical domains such as industrial defect detection and pathology slide analysis, the zero-shot detection accuracy of large models such as GPT-4V and Gemini lags behind specialized models by 20–40 percentage points on the mAP metric.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/11/2026
First Seen
Valid until: 10/9/2026(expired)

Sources

微调PaliGemma 2实现自定义目标检测:从通用到专用的实践指南
redditr/learnmachinelearning7/10/2026

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